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Tools to visualize the results of a classification of cases. The graphical displays include stacked plots, silhouette plots, quasi residual plots, and class maps. Implements the techniques described and illustrated in Raymaekers J., Rousseeuw P.J., Hubert M. (2021). Class maps for visualizing classification results. \emph{Technometrics}, 64(2), 151–165. \doi{10.1080/00401706.2021.1927849} (open access) and Raymaekers J., Rousseeuw P.J.(2021). Silhouettes and quasi residual plots for neural nets and tree-based classifiers. \emph{Journal of Computational and Graphical Statistics}, 31(4), 1332–1343. \doi{10.1080/10618600.2022.2050249}. Examples can be found in the vignettes: "Discriminant_analysis_examples","K_nearest_neighbors_examples", "Support_vector_machine_examples", "Rpart_examples", "Random_forest_examples", and "Neural_net_examples".
| Version: | 1.2.4 |
| Depends: | R (≥ 4.1.0) |
| Imports: | stats, graphics, ggplot2, robustbase, e1071, cellWise, cluster, kernlab, gridExtra, rpart, randomForest |
| Suggests: | knitr, reshape2, svd, rpart.plot, nnet, robCompositions |
| Published: | 2025-05-13 |
| DOI: | 10.32614/CRAN.package.classmap |
| Author: | Jakob Raymaekers [aut, cre], Peter Rousseeuw [aut] |
| Maintainer: | Jakob Raymaekers <jakob.raymaekers at kuleuven.be> |
| License: | GPL-2 | GPL-3 [expanded from: GPL (≥ 2)] |
| URL: | https://doi.org/10.1080/00401706.2021.1927849, https://doi.org/10.1080/10618600.2022.2050249 |
| NeedsCompilation: | no |
| CRAN checks: | classmap results |
| Reference manual: | classmap.pdf |
| Vignettes: |
Discriminant_analysis_examples (source, R code) K_nearest_neighbors_examples (source, R code) Neural_net_examples (source, R code) Random_forest_examples (source, R code) Rpart_examples (source, R code) Support_vector_machine_examples (source, R code) |
| Package source: | classmap_1.2.4.tar.gz |
| Windows binaries: | r-devel: classmap_1.2.4.zip, r-release: classmap_1.2.4.zip, r-oldrel: classmap_1.2.3.zip |
| macOS binaries: | r-release (arm64): classmap_1.2.4.tgz, r-oldrel (arm64): classmap_1.2.4.tgz, r-release (x86_64): classmap_1.2.3.tgz, r-oldrel (x86_64): classmap_1.2.4.tgz |
| Old sources: | classmap archive |
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These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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